Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 2240 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 176 |
| Duplicate rows (%) | 7.9% |
| Total size in memory | 455.1 KiB |
| Average record size in memory | 208.1 B |
Variable types
| Categorical | 11 |
|---|---|
| Numeric | 15 |
| Dataset has 176 (7.9%) duplicate rows | Duplicates |
Income is highly correlated with Kidhome and 10 other fields | High correlation |
Kidhome is highly correlated with Income and 4 other fields | High correlation |
MntWines is highly correlated with Income and 9 other fields | High correlation |
MntFruits is highly correlated with Income and 7 other fields | High correlation |
MntMeatProducts is highly correlated with Income and 9 other fields | High correlation |
MntFishProducts is highly correlated with Income and 7 other fields | High correlation |
MntSweetProducts is highly correlated with Income and 7 other fields | High correlation |
MntGoldProds is highly correlated with Income and 8 other fields | High correlation |
NumWebPurchases is highly correlated with Income and 5 other fields | High correlation |
NumCatalogPurchases is highly correlated with Income and 10 other fields | High correlation |
NumStorePurchases is highly correlated with Income and 9 other fields | High correlation |
NumWebVisitsMonth is highly correlated with Income and 1 other fields | High correlation |
Income is highly correlated with Kidhome and 8 other fields | High correlation |
Kidhome is highly correlated with Income and 1 other fields | High correlation |
MntWines is highly correlated with Income and 4 other fields | High correlation |
MntFruits is highly correlated with Income and 3 other fields | High correlation |
MntMeatProducts is highly correlated with Income and 6 other fields | High correlation |
MntFishProducts is highly correlated with Income and 4 other fields | High correlation |
MntSweetProducts is highly correlated with Income and 3 other fields | High correlation |
NumWebPurchases is highly correlated with MntWines and 1 other fields | High correlation |
NumCatalogPurchases is highly correlated with Income and 6 other fields | High correlation |
NumStorePurchases is highly correlated with Income and 3 other fields | High correlation |
NumWebVisitsMonth is highly correlated with Income and 2 other fields | High correlation |
Income is highly correlated with MntWines and 3 other fields | High correlation |
Kidhome is highly correlated with NumCatalogPurchases | High correlation |
MntWines is highly correlated with Income and 4 other fields | High correlation |
MntFruits is highly correlated with MntMeatProducts and 2 other fields | High correlation |
MntMeatProducts is highly correlated with Income and 7 other fields | High correlation |
MntFishProducts is highly correlated with MntFruits and 3 other fields | High correlation |
MntSweetProducts is highly correlated with MntFruits and 2 other fields | High correlation |
NumWebPurchases is highly correlated with MntWines and 2 other fields | High correlation |
NumCatalogPurchases is highly correlated with Income and 5 other fields | High correlation |
NumStorePurchases is highly correlated with Income and 4 other fields | High correlation |
Income is highly correlated with Kidhome and 7 other fields | High correlation |
Kidhome is highly correlated with Income and 4 other fields | High correlation |
Teenhome is highly correlated with NumDealsPurchases | High correlation |
MntWines is highly correlated with Income and 9 other fields | High correlation |
MntFruits is highly correlated with MntWines and 3 other fields | High correlation |
MntMeatProducts is highly correlated with Income and 3 other fields | High correlation |
MntFishProducts is highly correlated with MntWines and 5 other fields | High correlation |
MntSweetProducts is highly correlated with Kidhome and 4 other fields | High correlation |
MntGoldProds is highly correlated with MntWines and 4 other fields | High correlation |
NumDealsPurchases is highly correlated with Teenhome and 2 other fields | High correlation |
NumWebPurchases is highly correlated with MntWines and 3 other fields | High correlation |
NumCatalogPurchases is highly correlated with Income and 5 other fields | High correlation |
NumStorePurchases is highly correlated with Income and 10 other fields | High correlation |
NumWebVisitsMonth is highly correlated with Income and 3 other fields | High correlation |
AcceptedCmp4 is highly correlated with MntWines | High correlation |
AcceptedCmp5 is highly correlated with Income and 2 other fields | High correlation |
AcceptedCmp1 is highly correlated with Income and 1 other fields | High correlation |
Recency has 28 (1.2%) zeros | Zeros |
MntFruits has 400 (17.9%) zeros | Zeros |
MntFishProducts has 384 (17.1%) zeros | Zeros |
MntSweetProducts has 419 (18.7%) zeros | Zeros |
MntGoldProds has 61 (2.7%) zeros | Zeros |
NumDealsPurchases has 46 (2.1%) zeros | Zeros |
NumWebPurchases has 49 (2.2%) zeros | Zeros |
NumCatalogPurchases has 586 (26.2%) zeros | Zeros |
Reproduction
| Analysis started | 2021-10-15 16:10:19.897425 |
|---|---|
| Analysis finished | 2021-10-15 16:11:00.178792 |
| Duration | 40.28 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
Education
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 3 | |
|---|---|
| 5 | |
| 4 | |
| 2 | |
| 1 | 54 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 1127 | |
| 5 | 486 | |
| 4 | 370 | 16.5% |
| 2 | 203 | 9.1% |
| 1 | 54 | 2.4% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 3 | 1127 | |
| 5 | 486 | |
| 4 | 370 | 16.5% |
| 2 | 203 | 9.1% |
| 1 | 54 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Marital_Status
Categorical
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| Married | |
|---|---|
| Together | |
| Single | |
| Divorced | |
| Widow | 77 |
| Other values (3) | 7 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 7.073214286 |
| Min length | 4 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Single |
|---|---|
| 2nd row | Single |
| 3rd row | Together |
| 4th row | Together |
| 5th row | Married |
Common Values
| Value | Count | Frequency (%) |
| Married | 864 | |
| Together | 580 | |
| Single | 480 | |
| Divorced | 232 | 10.4% |
| Widow | 77 | 3.4% |
| Alone | 3 | 0.1% |
| Absurd | 2 | 0.1% |
| YOLO | 2 | 0.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| married | 864 | |
| together | 580 | |
| single | 480 | |
| divorced | 232 | 10.4% |
| widow | 77 | 3.4% |
| alone | 3 | 0.1% |
| absurd | 2 | 0.1% |
| yolo | 2 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 1974 |
|---|---|
| Distinct (%) | 88.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51969.8614 |
| Minimum | 1730 |
|---|---|
| Maximum | 162397 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 1730 |
|---|---|
| 5-th percentile | 19101.05 |
| Q1 | 35538.75 |
| median | 51741.5 |
| Q3 | 68275.75 |
| 95-th percentile | 83892.3 |
| Maximum | 162397 |
| Range | 160667 |
| Interquartile range (IQR) | 32737 |
Descriptive statistics
| Standard deviation | 21405.80454 |
|---|---|
| Coefficient of variation (CV) | 0.4118888132 |
| Kurtosis | 0.7554590646 |
| Mean | 51969.8614 |
| Median Absolute Deviation (MAD) | 16380.5 |
| Skewness | 0.3493017456 |
| Sum | 116412489.5 |
| Variance | 458208467.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 51969.8614 | 25 | 1.1% |
| 7500 | 12 | 0.5% |
| 35860 | 4 | 0.2% |
| 37760 | 3 | 0.1% |
| 80134 | 3 | 0.1% |
| 46098 | 3 | 0.1% |
| 48432 | 3 | 0.1% |
| 39922 | 3 | 0.1% |
| 63841 | 3 | 0.1% |
| 67445 | 3 | 0.1% |
| Other values (1964) | 2178 |
| Value | Count | Frequency (%) |
| 1730 | 1 | |
| 2447 | 1 | |
| 3502 | 1 | |
| 4023 | 1 | |
| 4428 | 1 | |
| 4861 | 1 | |
| 5305 | 1 | |
| 5648 | 1 | |
| 6560 | 1 | |
| 6835 | 1 |
| Value | Count | Frequency (%) |
| 162397 | 1 | |
| 160803 | 1 | |
| 157733 | 1 | |
| 157243 | 1 | |
| 157146 | 1 | |
| 156924 | 1 | |
| 153924 | 1 | |
| 113734 | 1 | |
| 105471 | 1 | |
| 102692 | 1 |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 48 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 1 | 899 | |
| 2 | 48 | 2.1% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 1293 | |
| 1 | 899 | |
| 2 | 48 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | 52 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1158 | |
| 1 | 1030 | |
| 2 | 52 | 2.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 1158 | |
| 1 | 1030 | |
| 2 | 52 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Dt_Customer
Real number (ℝ≥0)
| Distinct | 663 |
|---|---|
| Distinct (%) | 29.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3017.043304 |
| Minimum | 2505 |
|---|---|
| Maximum | 3568 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 2505 |
|---|---|
| 5-th percentile | 2662 |
| Q1 | 2845.75 |
| median | 3018 |
| Q3 | 3190.25 |
| 95-th percentile | 3382 |
| Maximum | 3568 |
| Range | 1063 |
| Interquartile range (IQR) | 344.5 |
Descriptive statistics
| Standard deviation | 232.2298926 |
|---|---|
| Coefficient of variation (CV) | 0.07697267464 |
| Kurtosis | -0.6379570308 |
| Mean | 3017.043304 |
| Median Absolute Deviation (MAD) | 172.5 |
| Skewness | 0.005415271942 |
| Sum | 6758177 |
| Variance | 53930.723 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3332 | 12 | 0.5% |
| 3232 | 11 | 0.5% |
| 3165 | 11 | 0.5% |
| 2506 | 11 | 0.5% |
| 2978 | 10 | 0.4% |
| 2703 | 10 | 0.4% |
| 2721 | 9 | 0.4% |
| 2763 | 9 | 0.4% |
| 3178 | 9 | 0.4% |
| 2842 | 9 | 0.4% |
| Other values (653) | 2139 |
| Value | Count | Frequency (%) |
| 2505 | 1 | < 0.1% |
| 2506 | 11 | |
| 2507 | 2 | 0.1% |
| 2508 | 5 | |
| 2509 | 3 | 0.1% |
| 2510 | 2 | 0.1% |
| 2535 | 1 | < 0.1% |
| 2536 | 8 | |
| 2537 | 4 | 0.2% |
| 2538 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 3568 | 4 | |
| 3567 | 1 | < 0.1% |
| 3566 | 5 | |
| 3565 | 2 | 0.1% |
| 3564 | 4 | |
| 3537 | 3 | |
| 3536 | 1 | < 0.1% |
| 3535 | 1 | < 0.1% |
| 3534 | 2 | 0.1% |
| 3533 | 2 | 0.1% |
| Distinct | 100 |
|---|---|
| Distinct (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 49.109375 |
| Minimum | 0 |
|---|---|
| Maximum | 99 |
| Zeros | 28 |
| Zeros (%) | 1.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 24 |
| median | 49 |
| Q3 | 74 |
| 95-th percentile | 94 |
| Maximum | 99 |
| Range | 99 |
| Interquartile range (IQR) | 50 |
Descriptive statistics
| Standard deviation | 28.96245281 |
|---|---|
| Coefficient of variation (CV) | 0.5897540502 |
| Kurtosis | -1.201896799 |
| Mean | 49.109375 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.001986658634 |
| Sum | 110005 |
| Variance | 838.8236727 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 56 | 37 | 1.7% |
| 30 | 32 | 1.4% |
| 54 | 32 | 1.4% |
| 46 | 31 | 1.4% |
| 92 | 30 | 1.3% |
| 49 | 30 | 1.3% |
| 65 | 30 | 1.3% |
| 3 | 29 | 1.3% |
| 29 | 29 | 1.3% |
| 71 | 29 | 1.3% |
| Other values (90) | 1931 |
| Value | Count | Frequency (%) |
| 0 | 28 | |
| 1 | 24 | |
| 2 | 28 | |
| 3 | 29 | |
| 4 | 27 | |
| 5 | 15 | |
| 6 | 21 | |
| 7 | 12 | |
| 8 | 25 | |
| 9 | 24 |
| Value | Count | Frequency (%) |
| 99 | 17 | |
| 98 | 22 | |
| 97 | 20 | |
| 96 | 25 | |
| 95 | 19 | |
| 94 | 26 | |
| 93 | 21 | |
| 92 | 30 | |
| 91 | 18 | |
| 90 | 20 |
| Distinct | 776 |
|---|---|
| Distinct (%) | 34.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 303.9357143 |
| Minimum | 0 |
|---|---|
| Maximum | 1493 |
| Zeros | 13 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 23.75 |
| median | 173.5 |
| Q3 | 504.25 |
| 95-th percentile | 1000 |
| Maximum | 1493 |
| Range | 1493 |
| Interquartile range (IQR) | 480.5 |
Descriptive statistics
| Standard deviation | 336.5973926 |
|---|---|
| Coefficient of variation (CV) | 1.107462456 |
| Kurtosis | 0.5987435935 |
| Mean | 303.9357143 |
| Median Absolute Deviation (MAD) | 164.5 |
| Skewness | 1.175770564 |
| Sum | 680816 |
| Variance | 113297.8047 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 42 | 1.9% |
| 5 | 40 | 1.8% |
| 1 | 37 | 1.7% |
| 6 | 37 | 1.7% |
| 4 | 33 | 1.5% |
| 8 | 30 | 1.3% |
| 3 | 30 | 1.3% |
| 9 | 28 | 1.2% |
| 12 | 25 | 1.1% |
| 10 | 24 | 1.1% |
| Other values (766) | 1914 |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.6% |
| 1 | 37 | |
| 2 | 42 | |
| 3 | 30 | |
| 4 | 33 | |
| 5 | 40 | |
| 6 | 37 | |
| 7 | 22 | |
| 8 | 30 | |
| 9 | 28 |
| Value | Count | Frequency (%) |
| 1493 | 1 | |
| 1492 | 2 | |
| 1486 | 1 | |
| 1478 | 2 | |
| 1462 | 1 | |
| 1459 | 1 | |
| 1449 | 1 | |
| 1396 | 1 | |
| 1394 | 1 | |
| 1379 | 1 |
| Distinct | 158 |
|---|---|
| Distinct (%) | 7.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.30223214 |
| Minimum | 0 |
|---|---|
| Maximum | 199 |
| Zeros | 400 |
| Zeros (%) | 17.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 123 |
| Maximum | 199 |
| Range | 199 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 39.77343376 |
|---|---|
| Coefficient of variation (CV) | 1.51216952 |
| Kurtosis | 4.050976251 |
| Mean | 26.30223214 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.102063305 |
| Sum | 58917 |
| Variance | 1581.926033 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 400 | 17.9% |
| 1 | 162 | 7.2% |
| 2 | 120 | 5.4% |
| 3 | 116 | 5.2% |
| 4 | 104 | 4.6% |
| 7 | 67 | 3.0% |
| 5 | 65 | 2.9% |
| 6 | 62 | 2.8% |
| 12 | 50 | 2.2% |
| 8 | 48 | 2.1% |
| Other values (148) | 1046 |
| Value | Count | Frequency (%) |
| 0 | 400 | |
| 1 | 162 | |
| 2 | 120 | 5.4% |
| 3 | 116 | 5.2% |
| 4 | 104 | 4.6% |
| 5 | 65 | 2.9% |
| 6 | 62 | 2.8% |
| 7 | 67 | 3.0% |
| 8 | 48 | 2.1% |
| 9 | 35 | 1.6% |
| Value | Count | Frequency (%) |
| 199 | 2 | |
| 197 | 1 | < 0.1% |
| 194 | 3 | |
| 193 | 2 | |
| 190 | 1 | < 0.1% |
| 189 | 1 | < 0.1% |
| 185 | 2 | |
| 184 | 1 | < 0.1% |
| 183 | 3 | |
| 181 | 1 | < 0.1% |
| Distinct | 558 |
|---|---|
| Distinct (%) | 24.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 166.95 |
| Minimum | 0 |
|---|---|
| Maximum | 1725 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 16 |
| median | 67 |
| Q3 | 232 |
| 95-th percentile | 687.1 |
| Maximum | 1725 |
| Range | 1725 |
| Interquartile range (IQR) | 216 |
Descriptive statistics
| Standard deviation | 225.7153725 |
|---|---|
| Coefficient of variation (CV) | 1.351993846 |
| Kurtosis | 5.516724101 |
| Mean | 166.95 |
| Median Absolute Deviation (MAD) | 59 |
| Skewness | 2.083233113 |
| Sum | 373968 |
| Variance | 50947.42939 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7 | 53 | 2.4% |
| 5 | 50 | 2.2% |
| 11 | 49 | 2.2% |
| 8 | 46 | 2.1% |
| 6 | 43 | 1.9% |
| 10 | 40 | 1.8% |
| 3 | 40 | 1.8% |
| 9 | 38 | 1.7% |
| 16 | 36 | 1.6% |
| 12 | 35 | 1.6% |
| Other values (548) | 1810 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 14 | 0.6% |
| 2 | 30 | |
| 3 | 40 | |
| 4 | 30 | |
| 5 | 50 | |
| 6 | 43 | |
| 7 | 53 | |
| 8 | 46 | |
| 9 | 38 |
| Value | Count | Frequency (%) |
| 1725 | 2 | |
| 1622 | 1 | |
| 1607 | 1 | |
| 1582 | 1 | |
| 984 | 1 | |
| 981 | 1 | |
| 974 | 1 | |
| 968 | 1 | |
| 961 | 1 | |
| 951 | 2 |
MntFishProducts
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 182 |
|---|---|
| Distinct (%) | 8.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.52544643 |
| Minimum | 0 |
|---|---|
| Maximum | 259 |
| Zeros | 384 |
| Zeros (%) | 17.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 12 |
| Q3 | 50 |
| 95-th percentile | 168.05 |
| Maximum | 259 |
| Range | 259 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 54.6289794 |
|---|---|
| Coefficient of variation (CV) | 1.45578493 |
| Kurtosis | 3.096460912 |
| Mean | 37.52544643 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | 1.919768971 |
| Sum | 84057 |
| Variance | 2984.325391 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 384 | 17.1% |
| 2 | 156 | 7.0% |
| 3 | 130 | 5.8% |
| 4 | 108 | 4.8% |
| 6 | 82 | 3.7% |
| 7 | 66 | 2.9% |
| 8 | 58 | 2.6% |
| 10 | 55 | 2.5% |
| 13 | 48 | 2.1% |
| 12 | 47 | 2.1% |
| Other values (172) | 1106 |
| Value | Count | Frequency (%) |
| 0 | 384 | |
| 1 | 10 | 0.4% |
| 2 | 156 | |
| 3 | 130 | 5.8% |
| 4 | 108 | 4.8% |
| 5 | 1 | < 0.1% |
| 6 | 82 | 3.7% |
| 7 | 66 | 2.9% |
| 8 | 58 | 2.6% |
| 10 | 55 | 2.5% |
| Value | Count | Frequency (%) |
| 259 | 1 | < 0.1% |
| 258 | 3 | |
| 254 | 1 | < 0.1% |
| 253 | 1 | < 0.1% |
| 250 | 3 | |
| 247 | 1 | < 0.1% |
| 246 | 1 | < 0.1% |
| 242 | 1 | < 0.1% |
| 240 | 2 | |
| 237 | 2 |
MntSweetProducts
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 177 |
|---|---|
| Distinct (%) | 7.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.06294643 |
| Minimum | 0 |
|---|---|
| Maximum | 263 |
| Zeros | 419 |
| Zeros (%) | 18.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 8 |
| Q3 | 33 |
| 95-th percentile | 126 |
| Maximum | 263 |
| Range | 263 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 41.28049849 |
|---|---|
| Coefficient of variation (CV) | 1.525351225 |
| Kurtosis | 4.376548261 |
| Mean | 27.06294643 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 2.136080712 |
| Sum | 60621 |
| Variance | 1704.079555 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 419 | 18.7% |
| 1 | 161 | 7.2% |
| 2 | 128 | 5.7% |
| 3 | 101 | 4.5% |
| 4 | 82 | 3.7% |
| 5 | 65 | 2.9% |
| 6 | 64 | 2.9% |
| 7 | 57 | 2.5% |
| 8 | 56 | 2.5% |
| 12 | 45 | 2.0% |
| Other values (167) | 1062 |
| Value | Count | Frequency (%) |
| 0 | 419 | |
| 1 | 161 | 7.2% |
| 2 | 128 | 5.7% |
| 3 | 101 | 4.5% |
| 4 | 82 | 3.7% |
| 5 | 65 | 2.9% |
| 6 | 64 | 2.9% |
| 7 | 57 | 2.5% |
| 8 | 56 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 263 | 1 | < 0.1% |
| 262 | 1 | < 0.1% |
| 198 | 1 | < 0.1% |
| 197 | 1 | < 0.1% |
| 196 | 1 | < 0.1% |
| 195 | 1 | < 0.1% |
| 194 | 3 | |
| 192 | 3 | |
| 191 | 1 | < 0.1% |
| 189 | 2 |
| Distinct | 213 |
|---|---|
| Distinct (%) | 9.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.021875 |
| Minimum | 0 |
|---|---|
| Maximum | 362 |
| Zeros | 61 |
| Zeros (%) | 2.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 9 |
| median | 24 |
| Q3 | 56 |
| 95-th percentile | 165.05 |
| Maximum | 362 |
| Range | 362 |
| Interquartile range (IQR) | 47 |
Descriptive statistics
| Standard deviation | 52.16743891 |
|---|---|
| Coefficient of variation (CV) | 1.185034461 |
| Kurtosis | 3.55170925 |
| Mean | 44.021875 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | 1.886105609 |
| Sum | 98609 |
| Variance | 2721.441683 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 73 | 3.3% |
| 4 | 70 | 3.1% |
| 3 | 69 | 3.1% |
| 5 | 63 | 2.8% |
| 12 | 63 | 2.8% |
| 2 | 62 | 2.8% |
| 0 | 61 | 2.7% |
| 6 | 57 | 2.5% |
| 7 | 54 | 2.4% |
| 10 | 49 | 2.2% |
| Other values (203) | 1619 |
| Value | Count | Frequency (%) |
| 0 | 61 | |
| 1 | 73 | |
| 2 | 62 | |
| 3 | 69 | |
| 4 | 70 | |
| 5 | 63 | |
| 6 | 57 | |
| 7 | 54 | |
| 8 | 40 | |
| 9 | 44 |
| Value | Count | Frequency (%) |
| 362 | 1 | |
| 321 | 1 | |
| 291 | 1 | |
| 262 | 1 | |
| 249 | 1 | |
| 248 | 1 | |
| 247 | 1 | |
| 246 | 1 | |
| 245 | 1 | |
| 242 | 2 |
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.325 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 46 |
| Zeros (%) | 2.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.932237501 |
|---|---|
| Coefficient of variation (CV) | 0.8310698928 |
| Kurtosis | 8.936914321 |
| Mean | 2.325 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.418569388 |
| Sum | 5208 |
| Variance | 3.73354176 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 1 | 970 | |
| 2 | 497 | |
| 3 | 297 | 13.3% |
| 4 | 189 | 8.4% |
| 5 | 94 | 4.2% |
| 6 | 61 | 2.7% |
| 0 | 46 | 2.1% |
| 7 | 40 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Other values (5) | 24 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 46 | 2.1% |
| 1 | 970 | |
| 2 | 497 | |
| 3 | 297 | 13.3% |
| 4 | 189 | 8.4% |
| 5 | 94 | 4.2% |
| 6 | 61 | 2.7% |
| 7 | 40 | 1.8% |
| 8 | 14 | 0.6% |
| 9 | 8 | 0.4% |
| Value | Count | Frequency (%) |
| 15 | 7 | 0.3% |
| 13 | 3 | 0.1% |
| 12 | 4 | 0.2% |
| 11 | 5 | 0.2% |
| 10 | 5 | 0.2% |
| 9 | 8 | 0.4% |
| 8 | 14 | 0.6% |
| 7 | 40 | |
| 6 | 61 | |
| 5 | 94 |
NumWebPurchases
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 15 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.084821429 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 49 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.778714147 |
|---|---|
| Coefficient of variation (CV) | 0.680253518 |
| Kurtosis | 5.703128364 |
| Mean | 4.084821429 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.382794296 |
| Sum | 9150 |
| Variance | 7.721252313 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=15)
| Value | Count | Frequency (%) |
| 2 | 373 | |
| 1 | 354 | |
| 3 | 336 | |
| 4 | 280 | |
| 5 | 220 | |
| 6 | 205 | |
| 7 | 155 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.3% |
| 0 | 49 | 2.2% |
| Other values (5) | 91 | 4.1% |
| Value | Count | Frequency (%) |
| 0 | 49 | 2.2% |
| 1 | 354 | |
| 2 | 373 | |
| 3 | 336 | |
| 4 | 280 | |
| 5 | 220 | |
| 6 | 205 | |
| 7 | 155 | |
| 8 | 102 | 4.6% |
| 9 | 75 | 3.3% |
| Value | Count | Frequency (%) |
| 27 | 2 | 0.1% |
| 25 | 1 | < 0.1% |
| 23 | 1 | < 0.1% |
| 11 | 44 | 2.0% |
| 10 | 43 | 1.9% |
| 9 | 75 | 3.3% |
| 8 | 102 | |
| 7 | 155 | |
| 6 | 205 | |
| 5 | 220 |
NumCatalogPurchases
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.662053571 |
| Minimum | 0 |
|---|---|
| Maximum | 28 |
| Zeros | 586 |
| Zeros (%) | 26.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 9 |
| Maximum | 28 |
| Range | 28 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.923100656 |
|---|---|
| Coefficient of variation (CV) | 1.098062296 |
| Kurtosis | 8.047436789 |
| Mean | 2.662053571 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 1.880988778 |
| Sum | 5963 |
| Variance | 8.544517442 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 1 | 497 | |
| 2 | 276 | |
| 3 | 184 | 8.2% |
| 4 | 182 | 8.1% |
| 5 | 140 | 6.2% |
| 6 | 128 | 5.7% |
| 7 | 79 | 3.5% |
| 8 | 55 | 2.5% |
| 10 | 48 | 2.1% |
| Other values (4) | 65 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 586 | |
| 1 | 497 | |
| 2 | 276 | |
| 3 | 184 | 8.2% |
| 4 | 182 | 8.1% |
| 5 | 140 | 6.2% |
| 6 | 128 | 5.7% |
| 7 | 79 | 3.5% |
| 8 | 55 | 2.5% |
| 9 | 42 | 1.9% |
| Value | Count | Frequency (%) |
| 28 | 3 | 0.1% |
| 22 | 1 | < 0.1% |
| 11 | 19 | 0.8% |
| 10 | 48 | 2.1% |
| 9 | 42 | 1.9% |
| 8 | 55 | 2.5% |
| 7 | 79 | |
| 6 | 128 | |
| 5 | 140 | |
| 4 | 182 |
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.790178571 |
| Minimum | 0 |
|---|---|
| Maximum | 13 |
| Zeros | 15 |
| Zeros (%) | 0.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 5 |
| Q3 | 8 |
| 95-th percentile | 12 |
| Maximum | 13 |
| Range | 13 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.250958146 |
|---|---|
| Coefficient of variation (CV) | 0.5614607746 |
| Kurtosis | -0.6220482771 |
| Mean | 5.790178571 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.7022372855 |
| Sum | 12970 |
| Variance | 10.56872886 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=14)
| Value | Count | Frequency (%) |
| 3 | 490 | |
| 4 | 323 | |
| 2 | 223 | |
| 5 | 212 | |
| 6 | 178 | 7.9% |
| 8 | 149 | 6.7% |
| 7 | 143 | 6.4% |
| 10 | 125 | 5.6% |
| 9 | 106 | 4.7% |
| 12 | 105 | 4.7% |
| Other values (4) | 186 | 8.3% |
| Value | Count | Frequency (%) |
| 0 | 15 | 0.7% |
| 1 | 7 | 0.3% |
| 2 | 223 | |
| 3 | 490 | |
| 4 | 323 | |
| 5 | 212 | |
| 6 | 178 | 7.9% |
| 7 | 143 | 6.4% |
| 8 | 149 | 6.7% |
| 9 | 106 | 4.7% |
| Value | Count | Frequency (%) |
| 13 | 83 | 3.7% |
| 12 | 105 | 4.7% |
| 11 | 81 | 3.6% |
| 10 | 125 | 5.6% |
| 9 | 106 | 4.7% |
| 8 | 149 | |
| 7 | 143 | |
| 6 | 178 | |
| 5 | 212 | |
| 4 | 323 |
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.316517857 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 11 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.42664501 |
|---|---|
| Coefficient of variation (CV) | 0.4564350341 |
| Kurtosis | 1.821613827 |
| Mean | 5.316517857 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.2079255568 |
| Sum | 11909 |
| Variance | 5.888606002 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 7 | 393 | |
| 8 | 342 | |
| 6 | 340 | |
| 5 | 281 | |
| 4 | 218 | |
| 3 | 205 | |
| 2 | 202 | |
| 1 | 153 | 6.8% |
| 9 | 83 | 3.7% |
| 0 | 11 | 0.5% |
| Other values (6) | 12 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 11 | 0.5% |
| 1 | 153 | 6.8% |
| 2 | 202 | |
| 3 | 205 | |
| 4 | 218 | |
| 5 | 281 | |
| 6 | 340 | |
| 7 | 393 | |
| 8 | 342 | |
| 9 | 83 | 3.7% |
| Value | Count | Frequency (%) |
| 20 | 3 | 0.1% |
| 19 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 14 | 2 | 0.1% |
| 13 | 1 | < 0.1% |
| 10 | 3 | 0.1% |
| 9 | 83 | 3.7% |
| 8 | 342 | |
| 7 | 393 | |
| 6 | 340 |
AcceptedCmp3
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 163 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 167 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 167 | 7.5% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 2073 | |
| 1 | 167 | 7.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 163 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 2077 | |
| 1 | 163 | 7.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 144 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2096 | |
| 1 | 144 | 6.4% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 2096 | |
| 1 | 144 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
AcceptedCmp2
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 30 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2210 | |
| 1 | 30 | 1.3% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 2210 | |
| 1 | 30 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Complain
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 | 21 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2219 | |
| 1 | 21 | 0.9% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 2219 | |
| 1 | 21 | 0.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Response
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 17.6 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Length
Histogram of lengths of the category
Pie chart
| Value | Count | Frequency (%) |
| 0 | 1906 | |
| 1 | 334 | 14.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
age
Real number (ℝ≥0)
| Distinct | 59 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 52.19419643 |
| Minimum | 25 |
|---|---|
| Maximum | 128 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 17.6 KiB |
Quantile statistics
| Minimum | 25 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 44 |
| median | 51 |
| Q3 | 62 |
| 95-th percentile | 71 |
| Maximum | 128 |
| Range | 103 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 11.98406946 |
|---|---|
| Coefficient of variation (CV) | 0.2296054021 |
| Kurtosis | 0.7174644425 |
| Mean | 52.19419643 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 0.3499438592 |
| Sum | 116915 |
| Variance | 143.6179207 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 45 | 89 | 4.0% |
| 50 | 87 | 3.9% |
| 46 | 83 | 3.7% |
| 49 | 79 | 3.5% |
| 43 | 77 | 3.4% |
| 51 | 77 | 3.4% |
| 48 | 74 | 3.3% |
| 56 | 74 | 3.3% |
| 52 | 71 | 3.2% |
| 47 | 69 | 3.1% |
| Other values (49) | 1460 |
| Value | Count | Frequency (%) |
| 25 | 2 | 0.1% |
| 26 | 5 | 0.2% |
| 27 | 3 | 0.1% |
| 28 | 5 | 0.2% |
| 29 | 13 | |
| 30 | 15 | |
| 31 | 18 | |
| 32 | 30 | |
| 33 | 29 | |
| 34 | 27 |
| Value | Count | Frequency (%) |
| 128 | 1 | < 0.1% |
| 122 | 1 | < 0.1% |
| 121 | 1 | < 0.1% |
| 81 | 1 | < 0.1% |
| 80 | 1 | < 0.1% |
| 78 | 7 | |
| 77 | 7 | |
| 76 | 8 | |
| 75 | 16 | |
| 74 | 16 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| Education | Marital_Status | Income | Kidhome | Teenhome | Dt_Customer | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Complain | Response | age | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 3 | Single | 58138.0 | 0 | 0 | 3476 | 58 | 635 | 88 | 546 | 172 | 88 | 88 | 3 | 8 | 10 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 64 |
| 1 | 3 | Single | 46344.0 | 1 | 1 | 2630 | 38 | 11 | 1 | 6 | 2 | 1 | 6 | 2 | 1 | 1 | 2 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 67 |
| 2 | 3 | Together | 71613.0 | 0 | 0 | 2977 | 26 | 426 | 49 | 127 | 111 | 21 | 42 | 1 | 8 | 2 | 10 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 56 |
| 3 | 3 | Together | 26646.0 | 1 | 0 | 2570 | 26 | 11 | 4 | 20 | 10 | 3 | 5 | 2 | 2 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 37 |
| 4 | 5 | Married | 58293.0 | 1 | 0 | 2826 | 94 | 173 | 43 | 118 | 46 | 27 | 15 | 5 | 5 | 3 | 6 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 40 |
| 5 | 4 | Together | 62513.0 | 0 | 1 | 2958 | 16 | 520 | 42 | 98 | 0 | 42 | 14 | 2 | 6 | 4 | 10 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 54 |
| 6 | 3 | Divorced | 55635.0 | 0 | 1 | 3258 | 34 | 235 | 65 | 164 | 50 | 49 | 27 | 4 | 7 | 3 | 7 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 50 |
| 7 | 5 | Married | 33454.0 | 1 | 0 | 2993 | 32 | 76 | 10 | 56 | 3 | 1 | 23 | 2 | 4 | 0 | 4 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 36 |
| 8 | 5 | Together | 30351.0 | 1 | 0 | 3053 | 19 | 14 | 0 | 24 | 3 | 3 | 2 | 1 | 3 | 0 | 2 | 9 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 47 |
| 9 | 5 | Together | 5648.0 | 1 | 1 | 2773 | 68 | 28 | 0 | 6 | 1 | 1 | 13 | 1 | 1 | 0 | 0 | 20 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 71 |
Last rows
| Education | Marital_Status | Income | Kidhome | Teenhome | Dt_Customer | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Complain | Response | age | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2230 | 3 | Single | 11012.0000 | 1 | 0 | 3135 | 82 | 24 | 3 | 26 | 7 | 1 | 23 | 3 | 3 | 1 | 2 | 9 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 37 |
| 2231 | 4 | Single | 44802.0000 | 0 | 0 | 3342 | 71 | 853 | 10 | 143 | 13 | 10 | 20 | 2 | 9 | 4 | 12 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 51 |
| 2232 | 3 | Single | 26816.0000 | 0 | 0 | 3346 | 50 | 5 | 1 | 6 | 3 | 4 | 3 | 1 | 0 | 0 | 3 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 35 |
| 2233 | 3 | Together | 51969.8614 | 1 | 0 | 3173 | 23 | 9 | 14 | 18 | 8 | 1 | 12 | 4 | 3 | 1 | 3 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 44 |
| 2234 | 3 | Married | 34421.0000 | 1 | 0 | 3203 | 81 | 3 | 3 | 7 | 6 | 2 | 9 | 1 | 1 | 0 | 2 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 |
| 2235 | 3 | Married | 61223.0000 | 0 | 1 | 3046 | 46 | 709 | 43 | 182 | 42 | 118 | 247 | 2 | 9 | 3 | 4 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 54 |
| 2236 | 5 | Together | 64014.0000 | 2 | 1 | 2566 | 56 | 406 | 0 | 30 | 0 | 0 | 8 | 7 | 8 | 2 | 5 | 7 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 75 |
| 2237 | 3 | Divorced | 56981.0000 | 0 | 0 | 2820 | 91 | 908 | 48 | 217 | 32 | 12 | 24 | 1 | 2 | 3 | 13 | 6 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 40 |
| 2238 | 4 | Together | 69245.0000 | 0 | 1 | 2821 | 8 | 428 | 30 | 214 | 80 | 30 | 61 | 2 | 6 | 5 | 10 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 65 |
| 2239 | 5 | Married | 52869.0000 | 1 | 1 | 3287 | 40 | 84 | 3 | 61 | 2 | 1 | 21 | 3 | 3 | 1 | 4 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 67 |
Most frequently occurring
| Education | Marital_Status | Income | Kidhome | Teenhome | Dt_Customer | Recency | MntWines | MntFruits | MntMeatProducts | MntFishProducts | MntSweetProducts | MntGoldProds | NumDealsPurchases | NumWebPurchases | NumCatalogPurchases | NumStorePurchases | NumWebVisitsMonth | AcceptedCmp3 | AcceptedCmp4 | AcceptedCmp5 | AcceptedCmp1 | AcceptedCmp2 | Complain | Response | age | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 26 | 3 | Married | 18690.0 | 0 | 0 | 3213 | 77 | 6 | 1 | 7 | 23 | 4 | 19 | 1 | 1 | 1 | 2 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 62 | 3 |
| 27 | 3 | Married | 18929.0 | 0 | 0 | 3163 | 15 | 32 | 0 | 8 | 23 | 4 | 18 | 1 | 1 | 0 | 4 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 31 | 3 |
| 38 | 3 | Married | 39922.0 | 1 | 0 | 3165 | 30 | 29 | 12 | 59 | 19 | 1 | 36 | 2 | 3 | 0 | 4 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 38 | 3 |
| 50 | 3 | Married | 67445.0 | 0 | 1 | 3233 | 63 | 757 | 80 | 217 | 29 | 80 | 11 | 5 | 9 | 6 | 12 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 3 |
| 104 | 3 | Together | 83844.0 | 0 | 0 | 2871 | 57 | 901 | 31 | 345 | 75 | 31 | 191 | 1 | 4 | 4 | 11 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 69 | 3 |
| 114 | 4 | Divorced | 63841.0 | 0 | 1 | 3099 | 64 | 635 | 15 | 100 | 20 | 7 | 131 | 1 | 9 | 3 | 9 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 53 | 3 |
| 0 | 1 | Married | 20425.0 | 1 | 0 | 3273 | 5 | 4 | 12 | 5 | 3 | 16 | 17 | 2 | 2 | 0 | 3 | 7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 35 | 2 |
| 1 | 1 | Married | 28249.0 | 0 | 0 | 2679 | 80 | 1 | 9 | 7 | 2 | 14 | 10 | 1 | 2 | 0 | 3 | 6 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 60 | 2 |
| 2 | 1 | Together | 22634.0 | 0 | 0 | 3194 | 47 | 2 | 23 | 11 | 8 | 6 | 46 | 1 | 2 | 1 | 2 | 8 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 55 | 2 |
| 3 | 1 | Together | 24594.0 | 1 | 0 | 2925 | 94 | 1 | 3 | 6 | 10 | 0 | 9 | 1 | 1 | 0 | 3 | 5 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 2 |